{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "37e940b3-c58b-4aef-b3eb-98a31e0b10c4",
   "metadata": {},
   "source": [
    "# Multimodal Models\n",
    "\n",
    "This notebook is from [AI for Beginners Curriculum](http://aka.ms/ai-beginners).\n",
    "\n",
    "## Experimenting with CLIP\n",
    "\n",
    "[CLIP](https://openai.com/blog/clip/) from OpenAI is released in public, so you can try to use it for different tasks, including zero-shot image classification. Keep in mind that it is quite greedy in terms of resources!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6a187374-f4fc-4318-b89c-486b1e28686a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "!{sys.executable} -m pip install git+https://github.com/openai/CLIP.git"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1574d33a-adaa-49dd-8a12-51a2a3426d18",
   "metadata": {},
   "source": [
    "We will first make sure that we can use GPU if it's available, and then load CLIP model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "907a1bc9-abfa-4290-9c66-729d45ed8cd5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import clip\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "np.set_printoptions(precision=2,suppress=True)\n",
    "\n",
    "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "model, preprocess = clip.load(\"ViT-B/32\", device=device)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e796a87",
   "metadata": {},
   "source": [
    "Let's also get a subset of cats images from [Oxford-IIIT Dataset](https://www.robots.ox.ac.uk/~vgg/data/pets/):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fb3a2099",
   "metadata": {},
   "outputs": [],
   "source": [
    "!wget https://mslearntensorflowlp.blob.core.windows.net/data/oxcats.tar.gz\n",
    "!tar xfz oxcats.tar.gz\n",
    "!rm oxcats.tar.gz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b9f0991-9987-4a2a-bb51-19cdfb2c35af",
   "metadata": {},
   "source": [
    "### Zero-Shot Image Classification\n",
    "\n",
    "The main thing CLIP can do is to match an image with a text prompt. So, if we take an image, say, of a cat, and then try to match it with text promps \"a cat\", \"a penguin\", \"a bear\" - the first one is likely to have higher probability. Thus we can conlcude that we are dealing with a cat. We don't need to train a model because it has already been pre-trained on a huge dataset - thus it is called **zero-shot**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5b7712b9-7e85-44ac-8a85-75e29f5e86ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label probs: [[0. 0. 1.]]\n"
     ]
    }
   ],
   "source": [
    "image = preprocess(Image.open(\"oxcats/Maine_Coon_1.jpg\")).unsqueeze(0).to(device)\n",
    "text = clip.tokenize([\"a penguin\", \"a bear\", \"a cat\"]).to(device)\n",
    "\n",
    "with torch.no_grad():\n",
    "    image_features = model.encode_image(image)\n",
    "    text_features = model.encode_text(text)\n",
    "    \n",
    "    logits_per_image, logits_per_text = model(image, text)\n",
    "    probs = logits_per_image.softmax(dim=-1).cpu().numpy()\n",
    "\n",
    "print(\"Label probs:\", probs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d66738a-f72c-4334-af71-5021f9942a39",
   "metadata": {},
   "source": [
    "### Intelligent Image Search\n",
    "\n",
    "In the previous example, there was one image the 3 text prompts. We can use CLIP in a different context, eg. we can take many images of a cat, and then select an image the best suits the textual description:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0f8c3b95-3409-4a37-9f40-cca6795e08e7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Img Index: 97\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2f58593b310>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cats_img = [ Image.open(os.path.join(\"oxcats\",x)) for x in os.listdir(\"oxcats\") ] \n",
    "cats = torch.cat([ preprocess(i).unsqueeze(0) for i in cats_img ]).to(device)\n",
    "text = clip.tokenize([\"a very fat gray cat\"]).to(device)\n",
    "with torch.no_grad():\n",
    "    logits_per_image, logits_per_text = model(cats, text)\n",
    "    res = logits_per_text.softmax(dim=-1).argmax().cpu().numpy()\n",
    "\n",
    "print(\"Img Index:\", res)\n",
    "\n",
    "plt.imshow(cats_img[res])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21a91394",
   "metadata": {},
   "source": [
    "## Takeaway\n",
    "\n",
    "Pre-trained CLIP model can be used to perform tasks such as image classification on common objects without domain-specific training. Also, it allows more flexible classification/image search, taking into account spatial configuration of objects on the picture.\n",
    "\n",
    "For another exciting usage of CLIP, look for **VQGAN+CLIP**."
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "16af2a8bbb083ea23e5e41c7f5787656b2ce26968575d8763f2c4b17f9cd711f"
  },
  "kernelspec": {
   "display_name": "Python 3.8.12 ('py38')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
